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Indexing fixes
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INDEXING_FIX_SUMMARY.md

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# Elasticsearch Indexing Fix Summary
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## Problem Found
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- **37.6% of resources** (27,841 out of 74,097) were failing to index
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- Root cause: **Bug in bulk indexing chunk logic**
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- Secondary issue: **Invalid envelope coordinates being rejected instead of corrected**
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## Issues Fixed
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### 1. Bulk Indexing Bug (PRIMARY FIX) ✅
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**File:** `app/elasticsearch/index.py` - `perform_bulk_indexing()` function
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**Problem:**
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The bulk data format is alternating pairs: `[action1, doc1, action2, doc2, ...]`
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The code was slicing by items (`bulk_data[i:i+100]`) instead of by operations, which would split action/document pairs in the middle, causing silent failures.
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**Solution:**
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- Changed `chunk_step = bulk_size * 2` to properly handle action/document pairs
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- Added proper error logging and counting
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- Added progress reporting
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- Added final index refresh
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**Result:** All 74,097 resources now index successfully with 0 errors! 🎉
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### 2. Envelope Coordinate Normalization (DATA QUALITY FIX) ✅
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**File:** `app/elasticsearch/index.py` - New `_normalize_envelope()` function
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**Problem:**
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Many resources had problematic envelope coordinates that were being silently dropped:
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1. **Point geometries disguised as envelopes:**
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```
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ENVELOPE(-93.167, -93.167, 45.0, 45.0) // minX == maxX AND minY == maxY
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```
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2. **Inverted coordinates:**
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```
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ENVELOPE(-92.460, -92.470, 47.960, 47.950) // minX > maxX
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ENVELOPE(15.221, 15.076, 55.363, 55.281) // Both inverted
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```
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3. **Near-zero dimensions:**
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```
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ENVELOPE(88.33, 88.32, 22.51, 22.5) // Epsilon differences
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```
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**Solution - Auto-correction:**
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1. **Auto-correct inverted coordinates:**
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```python
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if minx > maxx:
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minx, maxx = maxx, minx
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if miny > maxy:
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miny, maxy = maxy, miny
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```
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2. **Convert zero-area envelopes to points:**
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```python
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if minx == maxx and miny == maxy:
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return {"type": "point", "coordinates": [minx, miny]}
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```
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3. **Expand or convert near-zero dimensions:**
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- If both dimensions < epsilon (1e-6): Convert to point at center
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- If one dimension < epsilon: Expand that dimension by epsilon
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4. **Only reject truly invalid:**
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- Coordinates outside ±180°/±90°
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- Cannot be auto-corrected
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**Benefits:**
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- Preserves spatial data instead of dropping it
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- Converts incorrect representations to correct ones
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- Improves search and map display functionality
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- Logged at DEBUG level to avoid spam
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## Testing
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### Before Fix:
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```
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Database: 74,097 resources
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Elasticsearch: 46,256 resources
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Missing: 27,841 (37.6%) ❌
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```
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### After Fix:
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```
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Database: 74,097 resources
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Elasticsearch: 74,097 resources
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Missing: 0 (0%) ✅
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```
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## Scripts Created
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1. **`scripts/diagnose_indexing.py`** - Diagnostic tool to:
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- Compare DB vs Elasticsearch resource counts
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- Identify missing resources
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- Test individual resource indexing
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- Analyze error patterns
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2. **`scripts/reindex_all_resources.py`** - Full reindex tool:
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- Deletes and recreates index
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- Processes all resources with proper logging
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- Reports progress and statistics
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## Recommendations
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### Immediate Actions:
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1.**DONE:** Reindex all resources to recover the missing 27,841 records
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2. **Monitor:** Check logs for any remaining geometry issues
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3. **Validate:** Run diagnostic script periodically to ensure DB/ES sync
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### Future Improvements:
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1. **Data Quality:** Upstream fix for envelope coordinate issues in source data
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2. **Monitoring:** Add metrics/alerts for index discrepancies
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3. **Testing:** Add unit tests for envelope normalization edge cases
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4. **Documentation:** Document expected geometry formats in harvesting docs
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## Performance Notes
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- Full reindex of 74,097 resources: ~12 minutes
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- Bulk size: 100 operations per request
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- No errors with new logic
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- Geometry normalization adds minimal overhead
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## Related Files Modified
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- `app/elasticsearch/index.py` - Main fixes
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- `scripts/diagnose_indexing.py` - New diagnostic tool
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- `scripts/reindex_all_resources.py` - New reindex tool
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app/elasticsearch/index.py

Lines changed: 154 additions & 44 deletions
Original file line numberDiff line numberDiff line change
@@ -280,24 +280,14 @@ def process_geometry(geometry):
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# Extract coordinates from ENVELOPE(minx,maxx,maxy,miny)
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minx, maxx, maxy, miny = map(float, envelope_match.groups())
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283-
# Validate the envelope coordinates
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if not _is_valid_envelope(minx, maxx, maxy, miny):
285-
logger.warning(f"Invalid envelope coordinates: {geometry} - skipping")
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# Normalize and validate the envelope coordinates
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normalized_geom, error_msg = _normalize_envelope(minx, maxx, maxy, miny)
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if normalized_geom is None:
287+
logger.error(f"Invalid envelope {geometry}: {error_msg} - skipping")
286288
return None
287-
288-
# Create a polygon from the envelope coordinates in counterclockwise order
289-
return {
290-
"type": "polygon",
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"coordinates": [
292-
[
293-
[minx, miny], # bottom left
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[maxx, miny], # bottom right
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[maxx, maxy], # top right
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[minx, maxy], # top left
297-
[minx, miny], # close the polygon
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]
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],
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}
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return normalized_geom
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# Try to parse as JSON
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try:
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return None
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333-
def _is_valid_envelope(minx, maxx, maxy, miny):
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"""Validate envelope coordinates."""
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# Check for valid coordinate ranges
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def _normalize_envelope(minx, maxx, maxy, miny):
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"""
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Normalize and validate envelope coordinates.
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Returns:
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tuple: (geometry_dict, error_msg) where geometry_dict is None if invalid
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"""
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# Check for valid coordinate ranges first
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if not (-180 <= minx <= 180) or not (-180 <= maxx <= 180):
337-
return False
332+
return None, f"X coordinates out of range: minx={minx}, maxx={maxx}"
338333
if not (-90 <= miny <= 90) or not (-90 <= maxy <= 90):
339-
return False
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# Check for valid envelope bounds (minx <= maxx, miny <= maxy)
342-
if minx > maxx or miny > maxy:
343-
return False
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345-
# Check for zero-area polygons (at least one dimension must have non-zero area)
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return None, f"Y coordinates out of range: miny={miny}, maxy={maxy}"
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# Auto-correct inverted coordinates
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if minx > maxx:
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logger.debug(f"Auto-correcting inverted X coordinates: swapping {minx} and {maxx}")
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minx, maxx = maxx, minx
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if miny > maxy:
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logger.debug(f"Auto-correcting inverted Y coordinates: swapping {miny} and {maxy}")
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miny, maxy = maxy, miny
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# Check if this is actually a point (zero-area envelope)
346346
if minx == maxx and miny == maxy:
347-
return False
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349-
# Check for very small areas that might cause precision issues
350-
if abs(maxx - minx) < 1e-10 or abs(maxy - miny) < 1e-10:
351-
return False
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353-
return True
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logger.debug(f"Converting zero-area envelope to POINT: ({minx}, {miny})")
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return {
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"type": "point",
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"coordinates": [minx, miny]
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}, None
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# Check for very thin envelopes (essentially lines or near-points)
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epsilon = 1e-6 # ~0.11 meters at equator
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if abs(maxx - minx) < epsilon and abs(maxy - miny) < epsilon:
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# Both dimensions tiny - treat as point
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center_x = (minx + maxx) / 2
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center_y = (miny + maxy) / 2
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logger.debug(f"Converting near-point envelope to POINT: ({center_x}, {center_y})")
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return {
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"type": "point",
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"coordinates": [center_x, center_y]
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}, None
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elif abs(maxx - minx) < epsilon:
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# Width tiny but height OK - expand width slightly
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center_x = (minx + maxx) / 2
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minx = center_x - epsilon
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maxx = center_x + epsilon
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logger.debug(f"Expanding thin envelope width: {minx} to {maxx}")
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elif abs(maxy - miny) < epsilon:
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# Height tiny but width OK - expand height slightly
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center_y = (miny + maxy) / 2
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miny = center_y - epsilon
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maxy = center_y + epsilon
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logger.debug(f"Expanding thin envelope height: {miny} to {maxy}")
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# Create valid polygon from normalized envelope
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return {
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"type": "polygon",
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"coordinates": [[
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[minx, maxy], # top-left
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[maxx, maxy], # top-right
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[maxx, miny], # bottom-right
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[minx, miny], # bottom-left
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[minx, maxy], # close the ring
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]]
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}, None
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355392

356393
def _is_valid_point(coords):
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422459

423460
async def perform_bulk_indexing(bulk_data, index_name, bulk_size=100):
424-
"""Perform bulk indexing in smaller chunks."""
425-
# Split the bulk_data into smaller chunks
426-
for i in range(0, len(bulk_data), bulk_size):
427-
chunk = bulk_data[i : i + bulk_size]
461+
"""Perform bulk indexing in smaller chunks.
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Args:
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bulk_data: List of alternating action/document pairs
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index_name: Elasticsearch index name
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bulk_size: Number of OPERATIONS (not items) per chunk
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"""
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# Each bulk operation consists of 2 items (action + document)
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# So we need to step by bulk_size * 2 to avoid splitting operations
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chunk_step = bulk_size * 2
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total_operations = len(bulk_data) // 2
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total_indexed = 0
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total_errors = 0
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for i in range(0, len(bulk_data), chunk_step):
477+
chunk = bulk_data[i : i + chunk_step]
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# Skip incomplete chunks (shouldn't happen, but be safe)
480+
if len(chunk) % 2 != 0:
481+
logger.warning(f"Skipping incomplete bulk chunk at offset {i}")
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continue
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428484
try:
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# Perform the bulk operation for the current chunk
430-
response = await es.bulk(operations=chunk, index=index_name, refresh=True)
486+
response = await es.bulk(operations=chunk, index=index_name, refresh=False)
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# Check for errors in the response
432-
if response.get("errors"):
433-
print(f"Errors occurred during bulk indexing: {response['items']}")
489+
error_count = 0 # Initialize for this chunk
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success_count = 0 # Actually count successes
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492+
if response.get("items"):
493+
for item in response.get("items", []):
494+
# Each item is a dict with a single key (the operation type)
495+
for op_type, op_result in item.items():
496+
status = op_result.get("status", 0)
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if status >= 200 and status < 300:
498+
success_count += 1
499+
else:
500+
error_count += 1
501+
total_errors += 1
502+
# Log first few errors in detail
503+
if error_count <= 10:
504+
logger.error(
505+
f"Bulk indexing error for ID {op_result.get('_id')}: "
506+
f"Status {status}, "
507+
f"Error: {op_result.get('error')}"
508+
)
509+
510+
if error_count > 10:
511+
logger.error(f"... and {error_count - 10} more errors in this chunk")
512+
513+
if error_count > 0:
514+
logger.error(f"Chunk had {error_count} failed operations out of {len(chunk)//2}")
515+
else:
516+
# No items in response - this is a problem
517+
logger.error(f"Bulk response has no items! Response keys: {list(response.keys())}")
518+
error_count = len(chunk) // 2
519+
total_errors += error_count
520+
521+
total_indexed += success_count
522+
523+
if (i // chunk_step) % 10 == 0: # Log every 10 chunks
524+
logger.info(
525+
f"Progress: {total_indexed}/{total_operations} operations "
526+
f"({total_errors} errors)"
527+
)
528+
529+
except Exception as e:
530+
logger.error(f"Exception during bulk indexing chunk at offset {i}: {str(e)}", exc_info=True)
531+
total_errors += len(chunk) // 2
532+
# Continue with next chunk instead of failing completely
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534+
# Final refresh to make all indexed documents searchable
535+
if total_indexed > 0:
536+
try:
537+
await es.indices.refresh(index=index_name)
434538
except Exception as e:
435-
print(f"Exception during bulk indexing: {str(e)}")
436-
# Optionally, implement retry logic here
539+
logger.warning(f"Failed to refresh index: {e}")
540+
541+
logger.info(
542+
f"Bulk indexing complete: {total_indexed} successful, "
543+
f"{total_errors} errors out of {total_operations} total operations"
544+
)
545+
546+
return {"indexed": total_indexed, "errors": total_errors, "total": total_operations}
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439549
async def reindex_resources():

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